Research Article
Travel Time Probability Prediction Based on Constrained LSTM Quantile Regression
Table 2
Effects of rain during morning peak on the 90th percentile travel rate.
| | Clear | Light rain | Light rain (%) | Moderate rain | Moderate rain (%) | Heavy rain | Heavy rain (%) |
| 7:00–7:15 | 5.762 | 5.972 | 3.6 | 4.82 | −19.5 | 5.382 | −7.1 | 7:15–7:30 | 6.092 | 8.157 | 33.9 | 4.529 | −34.5 | 5.641 | −8.0 | 7:30–7:45 | 9.187 | 10.447 | 13.7 | 4.961 | −85.2 | 8.775 | −4.7 | 7:45–8:00 | 10.436 | 10.914 | 4.6 | 5.61 | −86.0 | 8.169 | −45.6 | 8:00–8:15 | 10.329 | 9.75 | −5.9 | 5.233 | −97.4 | 6.7 | −54.2 | 8:15–8:30 | 8.957 | 9.698 | 8.3 | 4.98 | −79.8 | 6.798 | −31.8 | 8:30–8:45 | 8.869 | 9.067 | 2.2 | 4.966 | −78.6 | 7.029 | −26.2 | 8:45–9:00 | 7.164 | 7.686 | 0.9 | 4.572 | −66.5 | 5.918 | −28.7 |
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